Back to Search
Start Over
Artificial Intelligence, Ethics, and Diffused Pivotality
- Publication Year :
- 2021
- Publisher :
- HAL CCSD, 2021.
-
Abstract
- With Big Data, decisions made by machine learning algorithms depend on training data generated by many individuals. In an experiment, we identify the effect of varying individual responsibility for the moral choices of an artificially intelligent algorithm. Across treatments, we manipulated the sources of training data and thus the impact of each individual's decisions on the algorithm. Diffusing such individual pivotality for algorithmic choices increased the share of selfish decisions and weakened revealed prosocial preferences. This does not result from a change in the structure of incentives. Rather, our results show that Big Data offers an excuse for selfish behavior through lower responsibility for one's and others' fate.
- Subjects :
- Big Data
History
JEL: D - Microeconomics/D.D1 - Household Behavior and Family Economics/D.D1.D10 - General
Polymers and Plastics
jel:D63
jel:D64
jel:C49
Industrial and Manufacturing Engineering
Pivotality
Experiment
Artificial Intelligence
JEL: O - Economic Development, Innovation, Technological Change, and Growth/O.O3 - Innovation • Research and Development • Technological Change • Intellectual Property Rights/O.O3.O33 - Technological Change: Choices and Consequences • Diffusion Processes
C91
0502 economics and business
ddc:330
JEL: C - Mathematical and Quantitative Methods/C.C9 - Design of Experiments/C.C9.C91 - Laboratory, Individual Behavior
JEL: D - Microeconomics/D.D6 - Welfare Economics/D.D6.D64 - Altruism • Philanthropy
050207 economics
Business and International Management
[SHS.ECO] Humanities and Social Sciences/Economics and Finance
D10
Ethics
O33
050208 finance
jel:C91
05 social sciences
jel:D10
[SHS.ECO]Humanities and Social Sciences/Economics and Finance
JEL: C - Mathematical and Quantitative Methods/C.C4 - Econometric and Statistical Methods: Special Topics/C.C4.C49 - Other
jel:O33
JEL: D - Microeconomics/D.D6 - Welfare Economics/D.D6.D63 - Equity, Justice, Inequality, and Other Normative Criteria and Measurement
Externalities
C49
D63
D64
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....a377488010a05fbebe9f747ae35eaee9